Dataset statistics
| Number of variables | 32 |
|---|---|
| Number of observations | 50000 |
| Missing cells | 16631 |
| Missing cells (%) | 1.0% |
| Duplicate rows | 108 |
| Duplicate rows (%) | 0.2% |
| Total size in memory | 8.2 MiB |
| Average record size in memory | 173.0 B |
Variable types
| Categorical | 8 |
|---|---|
| Numeric | 10 |
| Text | 1 |
| Boolean | 13 |
Visibility(mi) has constant value "10.0" | Constant |
Turning_Loop has constant value "False" | Constant |
Start_Year has constant value "2016.0" | Constant |
Is_Weekend has constant value "0.0" | Constant |
| Dataset has 108 (0.2%) duplicate rows | Duplicates |
Bump is highly overall correlated with Traffic_Calming | High correlation |
Humidity(%) is highly overall correlated with Temperature(F) | High correlation |
Start_Lat is highly overall correlated with Start_Lng | High correlation |
Start_Lng is highly overall correlated with Start_Lat | High correlation |
Temperature(F) is highly overall correlated with Humidity(%) | High correlation |
Traffic_Calming is highly overall correlated with Bump | High correlation |
Source is highly imbalanced (99.4%) | Imbalance |
Weather_Condition is highly imbalanced (59.2%) | Imbalance |
Amenity is highly imbalanced (93.5%) | Imbalance |
Bump is highly imbalanced (99.4%) | Imbalance |
Crossing is highly imbalanced (65.1%) | Imbalance |
Give_Way is highly imbalanced (98.2%) | Imbalance |
Junction is highly imbalanced (51.9%) | Imbalance |
No_Exit is highly imbalanced (99.4%) | Imbalance |
Railway is highly imbalanced (90.5%) | Imbalance |
Roundabout is highly imbalanced (99.9%) | Imbalance |
Station is highly imbalanced (79.8%) | Imbalance |
Stop is highly imbalanced (78.7%) | Imbalance |
Traffic_Calming is highly imbalanced (99.2%) | Imbalance |
Traffic_Signal is highly imbalanced (50.5%) | Imbalance |
Temperature(F) has 817 (1.6%) missing values | Missing |
Humidity(%) has 937 (1.9%) missing values | Missing |
Pressure(in) has 679 (1.4%) missing values | Missing |
Visibility(mi) has 936 (1.9%) missing values | Missing |
Wind_Direction has 553 (1.1%) missing values | Missing |
Wind_Speed(mph) has 11878 (23.8%) missing values | Missing |
Weather_Condition has 831 (1.7%) missing values | Missing |
Start_Hour has 1122 (2.2%) zeros | Zeros |
Start_Weekday has 7956 (15.9%) zeros | Zeros |
Reproduction
| Analysis started | 2025-01-10 19:11:43.870543 |
|---|---|
| Analysis finished | 2025-01-10 19:11:54.509410 |
| Duration | 10.64 seconds |
| Software version | ydata-profiling vv4.9.0 |
| Download configuration | config.json |
Source
Categorical
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| Source2 | |
|---|---|
| Source3 | 25 |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 7 |
Characters and Unicode
| Total characters | 350000 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Source2 |
|---|---|
| 2nd row | Source2 |
| 3rd row | Source2 |
| 4th row | Source2 |
| 5th row | Source2 |
Common Values
| Value | Count | Frequency (%) |
| Source2 | 49975 | |
| Source3 | 25 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| source2 | 49975 | |
| source3 | 25 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 50000 | |
| o | 50000 | |
| u | 50000 | |
| r | 50000 | |
| c | 50000 | |
| e | 50000 | |
| 2 | 49975 | |
| 3 | 25 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 250000 | |
| Uppercase Letter | 50000 | 14.3% |
| Decimal Number | 50000 | 14.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 50000 | |
| u | 50000 | |
| r | 50000 | |
| c | 50000 | |
| e | 50000 |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 49975 | |
| 3 | 25 | < 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 50000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 300000 | |
| Common | 50000 | 14.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| S | 50000 | |
| o | 50000 | |
| u | 50000 | |
| r | 50000 | |
| c | 50000 | |
| e | 50000 |
Common
| Value | Count | Frequency (%) |
| 2 | 49975 | |
| 3 | 25 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 350000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| S | 50000 | |
| o | 50000 | |
| u | 50000 | |
| r | 50000 | |
| c | 50000 | |
| e | 50000 | |
| 2 | 49975 | |
| 3 | 25 | < 0.1% |
Severity
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| 2 | |
|---|---|
| 3 | |
| 1 | 47 |
| 4 | 13 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 50000 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 2 |
| 3rd row | 3 |
| 4th row | 3 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 27597 | |
| 3 | 22343 | |
| 1 | 47 | 0.1% |
| 4 | 13 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 27597 | |
| 3 | 22343 | |
| 1 | 47 | 0.1% |
| 4 | 13 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 27597 | |
| 3 | 22343 | |
| 1 | 47 | 0.1% |
| 4 | 13 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 50000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 27597 | |
| 3 | 22343 | |
| 1 | 47 | 0.1% |
| 4 | 13 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 50000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 27597 | |
| 3 | 22343 | |
| 1 | 47 | 0.1% |
| 4 | 13 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 50000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 27597 | |
| 3 | 22343 | |
| 1 | 47 | 0.1% |
| 4 | 13 | < 0.1% |
Start_Lat
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 24486 |
|---|---|
| Distinct (%) | 49.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.641439 |
| Minimum | 32.542587 |
|---|---|
| Maximum | 41.428753 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.2 KiB |
Quantile statistics
| Minimum | 32.542587 |
|---|---|
| 5-th percentile | 32.949959 |
| Q1 | 33.957836 |
| median | 34.171249 |
| Q3 | 37.783509 |
| 95-th percentile | 38.65414 |
| Maximum | 41.428753 |
| Range | 8.886166 |
| Interquartile range (IQR) | 3.8256732 |
Descriptive statistics
| Standard deviation | 2.1052482 |
|---|---|
| Coefficient of variation (CV) | 0.059067431 |
| Kurtosis | -1.611048 |
| Mean | 35.641439 |
| Median Absolute Deviation (MAD) | 0.958225 |
| Skewness | 0.31361865 |
| Sum | 1782071.9 |
| Variance | 4.4320701 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 37.808498 | 83 | 0.2% |
| 33.876289 | 65 | 0.1% |
| 33.941364 | 62 | 0.1% |
| 34.010056 | 61 | 0.1% |
| 33.99345 | 59 | 0.1% |
| 33.99704 | 51 | 0.1% |
| 34.034126 | 50 | 0.1% |
| 34.019634 | 49 | 0.1% |
| 33.864437 | 47 | 0.1% |
| 34.034149 | 46 | 0.1% |
| Other values (24476) | 49427 |
| Value | Count | Frequency (%) |
| 32.542587 | 1 | |
| 32.543114 | 1 | |
| 32.543251 | 1 | |
| 32.543369 | 2 | |
| 32.543938 | 1 | |
| 32.544304 | 2 | |
| 32.547222 | 2 | |
| 32.547546 | 1 | |
| 32.548813 | 1 | |
| 32.549324 | 1 |
| Value | Count | Frequency (%) |
| 41.428753 | 1 | |
| 41.424313 | 1 | |
| 41.423275 | 1 | |
| 41.42181 | 1 | |
| 41.420975 | 1 | |
| 41.420818 | 1 | |
| 41.420666 | 1 | |
| 41.420506 | 1 | |
| 41.420448 | 1 | |
| 41.414131 | 1 |
Start_Lng
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 23971 |
|---|---|
| Distinct (%) | 47.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -119.54061 |
| Minimum | -123.81075 |
|---|---|
| Maximum | -112.04735 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 50000 |
| Negative (%) | 100.0% |
| Memory size | 781.2 KiB |
Quantile statistics
| Minimum | -123.81075 |
|---|---|
| 5-th percentile | -122.39275 |
| Q1 | -121.84113 |
| median | -118.39246 |
| Q3 | -117.92166 |
| 95-th percentile | -117.10496 |
| Maximum | -112.04735 |
| Range | 11.763398 |
| Interquartile range (IQR) | 3.9194732 |
Descriptive statistics
| Standard deviation | 2.1073851 |
|---|---|
| Coefficient of variation (CV) | -0.01762903 |
| Kurtosis | -0.72849601 |
| Mean | -119.54061 |
| Median Absolute Deviation (MAD) | 1.236672 |
| Skewness | 0.039279023 |
| Sum | -5977030.7 |
| Variance | 4.4410718 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -112.0473547 | 361 | 0.7% |
| -122.366852 | 83 | 0.2% |
| -118.102577 | 63 | 0.1% |
| -118.096634 | 62 | 0.1% |
| -117.823219 | 61 | 0.1% |
| -118.125191 | 60 | 0.1% |
| -118.069351 | 59 | 0.1% |
| -118.368263 | 56 | 0.1% |
| -117.931015 | 51 | 0.1% |
| -118.027214 | 50 | 0.1% |
| Other values (23961) | 49094 |
| Value | Count | Frequency (%) |
| -123.810753 | 1 | |
| -123.808311 | 1 | |
| -123.798073 | 1 | |
| -123.793976 | 1 | |
| -123.793404 | 1 | |
| -123.788673 | 1 | |
| -123.768166 | 1 | |
| -123.625793 | 1 | |
| -123.547714 | 1 | |
| -123.454147 | 1 |
| Value | Count | Frequency (%) |
| -112.0473547 | 361 | |
| -116.26667 | 1 | < 0.1% |
| -116.266754 | 1 | < 0.1% |
| -116.266762 | 1 | < 0.1% |
| -116.275871 | 1 | < 0.1% |
| -116.276688 | 2 | < 0.1% |
| -116.284142 | 1 | < 0.1% |
| -116.290718 | 1 | < 0.1% |
| -116.291046 | 1 | < 0.1% |
| -116.291321 | 1 | < 0.1% |
Distance(mi)
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| 0.0 | |
|---|---|
| 0.01 | |
| 0.025 | 142 |
| 0.02 | 2 |
Length
| Max length | 5 |
|---|---|
| Median length | 3 |
| Mean length | 3.47892 |
| Min length | 3 |
Characters and Unicode
| Total characters | 173946 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.01 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.01 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 26196 | |
| 0.01 | 23660 | |
| 0.025 | 142 | 0.3% |
| 0.02 | 2 | < 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 26196 | |
| 0.01 | 23660 | |
| 0.025 | 142 | 0.3% |
| 0.02 | 2 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 100000 | |
| . | 50000 | |
| 1 | 23660 | 13.6% |
| 2 | 144 | 0.1% |
| 5 | 142 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 123946 | |
| Other Punctuation | 50000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 100000 | |
| 1 | 23660 | 19.1% |
| 2 | 144 | 0.1% |
| 5 | 142 | 0.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 50000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 173946 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 100000 | |
| . | 50000 | |
| 1 | 23660 | 13.6% |
| 2 | 144 | 0.1% |
| 5 | 142 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 173946 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 100000 | |
| . | 50000 | |
| 1 | 23660 | 13.6% |
| 2 | 144 | 0.1% |
| 5 | 142 | 0.1% |
Street
Text
| Distinct | 6375 |
|---|---|
| Distinct (%) | 12.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
Length
| Max length | 47 |
|---|---|
| Median length | 32 |
| Mean length | 10.77334 |
| Min length | 3 |
Characters and Unicode
| Total characters | 538667 |
|---|---|
| Distinct characters | 65 |
| Distinct categories | 6 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 3541 ? |
|---|---|
| Unique (%) | 7.1% |
Sample
| 1st row | N Lake Ave |
|---|---|
| 2nd row | Dewey Dr |
| 3rd row | I-10 E |
| 4th row | I-680 S |
| 5th row | Altamont Pass Rd |
| Value | Count | Frequency (%) |
| s | 10244 | 8.1% |
| n | 9624 | 7.6% |
| fwy | 9007 | 7.1% |
| e | 6978 | 5.5% |
| w | 6816 | 5.4% |
| rd | 5156 | 4.1% |
| ave | 5142 | 4.1% |
| blvd | 3342 | 2.7% |
| st | 2482 | 2.0% |
| san | 1811 | 1.4% |
| Other values (4144) | 65492 |
Most occurring characters
| Value | Count | Frequency (%) |
| 76094 | 14.1% | |
| a | 28791 | 5.3% |
| e | 28526 | 5.3% |
| o | 21182 | 3.9% |
| S | 20157 | 3.7% |
| n | 19895 | 3.7% |
| - | 19157 | 3.6% |
| r | 18112 | 3.4% |
| l | 17879 | 3.3% |
| i | 16802 | 3.1% |
| Other values (55) | 272072 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 264415 | |
| Uppercase Letter | 131366 | |
| Space Separator | 76094 | 14.1% |
| Decimal Number | 47629 | 8.8% |
| Dash Punctuation | 19157 | 3.6% |
| Other Punctuation | 6 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 28791 | |
| e | 28526 | |
| o | 21182 | 8.0% |
| n | 19895 | 7.5% |
| r | 18112 | 6.8% |
| l | 17879 | 6.8% |
| i | 16802 | 6.4% |
| y | 16085 | 6.1% |
| d | 15866 | 6.0% |
| t | 15827 | 6.0% |
| Other values (16) | 65450 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 20157 | |
| I | 12691 | |
| A | 12529 | |
| F | 11293 | |
| N | 10704 | |
| C | 8998 | 6.8% |
| W | 8514 | 6.5% |
| E | 8492 | 6.5% |
| R | 7849 | 6.0% |
| B | 6167 | 4.7% |
| Other values (16) | 23972 |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 11751 | |
| 1 | 9626 | |
| 5 | 7914 | |
| 8 | 6992 | |
| 2 | 2753 | 5.8% |
| 4 | 2494 | 5.2% |
| 9 | 2171 | 4.6% |
| 6 | 1887 | 4.0% |
| 7 | 1249 | 2.6% |
| 3 | 792 | 1.7% |
Space Separator
| Value | Count | Frequency (%) |
| 76094 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 19157 |
Other Punctuation
| Value | Count | Frequency (%) |
| ' | 6 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 395781 | |
| Common | 142886 | 26.5% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 28791 | 7.3% |
| e | 28526 | 7.2% |
| o | 21182 | 5.4% |
| S | 20157 | 5.1% |
| n | 19895 | 5.0% |
| r | 18112 | 4.6% |
| l | 17879 | 4.5% |
| i | 16802 | 4.2% |
| y | 16085 | 4.1% |
| d | 15866 | 4.0% |
| Other values (42) | 192486 |
Common
| Value | Count | Frequency (%) |
| 76094 | ||
| - | 19157 | 13.4% |
| 0 | 11751 | 8.2% |
| 1 | 9626 | 6.7% |
| 5 | 7914 | 5.5% |
| 8 | 6992 | 4.9% |
| 2 | 2753 | 1.9% |
| 4 | 2494 | 1.7% |
| 9 | 2171 | 1.5% |
| 6 | 1887 | 1.3% |
| Other values (3) | 2047 | 1.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 538667 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 76094 | 14.1% | |
| a | 28791 | 5.3% |
| e | 28526 | 5.3% |
| o | 21182 | 3.9% |
| S | 20157 | 3.7% |
| n | 19895 | 3.7% |
| - | 19157 | 3.6% |
| r | 18112 | 3.4% |
| l | 17879 | 3.3% |
| i | 16802 | 3.1% |
| Other values (55) | 272072 |
Temperature(F)
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 368 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 817 |
| Missing (%) | 1.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 66.635176 |
| Minimum | 32.25 |
|---|---|
| Maximum | 100.65 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.2 KiB |
Quantile statistics
| Minimum | 32.25 |
|---|---|
| 5-th percentile | 46.9 |
| Q1 | 57.9 |
| median | 66 |
| Q3 | 75 |
| 95-th percentile | 89.1 |
| Maximum | 100.65 |
| Range | 68.4 |
| Interquartile range (IQR) | 17.1 |
Descriptive statistics
| Standard deviation | 12.579588 |
|---|---|
| Coefficient of variation (CV) | 0.18878299 |
| Kurtosis | -0.12429023 |
| Mean | 66.635176 |
| Median Absolute Deviation (MAD) | 8.8 |
| Skewness | 0.14966728 |
| Sum | 3277317.8 |
| Variance | 158.24603 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 68 | 1767 | 3.5% |
| 59 | 1699 | 3.4% |
| 77 | 1213 | 2.4% |
| 66 | 1195 | 2.4% |
| 63 | 1190 | 2.4% |
| 64.9 | 1182 | 2.4% |
| 64 | 1166 | 2.3% |
| 66.9 | 1155 | 2.3% |
| 57.9 | 1128 | 2.3% |
| 60.1 | 1128 | 2.3% |
| Other values (358) | 36360 |
| Value | Count | Frequency (%) |
| 32.25 | 221 | |
| 32.4 | 2 | < 0.1% |
| 32.5 | 1 | < 0.1% |
| 33.1 | 25 | 0.1% |
| 33.3 | 2 | < 0.1% |
| 33.4 | 1 | < 0.1% |
| 33.6 | 1 | < 0.1% |
| 33.8 | 21 | < 0.1% |
| 34 | 19 | < 0.1% |
| 34.5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 100.65 | 164 | |
| 100.6 | 1 | < 0.1% |
| 100.4 | 47 | 0.1% |
| 100 | 32 | 0.1% |
| 99.9 | 1 | < 0.1% |
| 99.5 | 1 | < 0.1% |
| 99.1 | 1 | < 0.1% |
| 99 | 50 | 0.1% |
| 98.8 | 3 | < 0.1% |
| 98.6 | 65 | 0.1% |
Humidity(%)
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 97 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 937 |
| Missing (%) | 1.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 59.861912 |
| Minimum | 4 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.2 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 18 |
| Q1 | 43 |
| median | 62 |
| Q3 | 78 |
| 95-th percentile | 94 |
| Maximum | 100 |
| Range | 96 |
| Interquartile range (IQR) | 35 |
Descriptive statistics
| Standard deviation | 23.162895 |
|---|---|
| Coefficient of variation (CV) | 0.38693877 |
| Kurtosis | -0.76329373 |
| Mean | 59.861912 |
| Median Absolute Deviation (MAD) | 17 |
| Skewness | -0.30566259 |
| Sum | 2937005 |
| Variance | 536.5197 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100 | 1381 | 2.8% |
| 78 | 1164 | 2.3% |
| 93 | 1147 | 2.3% |
| 81 | 1060 | 2.1% |
| 73 | 1034 | 2.1% |
| 87 | 1020 | 2.0% |
| 72 | 995 | 2.0% |
| 68 | 988 | 2.0% |
| 75 | 974 | 1.9% |
| 83 | 914 | 1.8% |
| Other values (87) | 38386 | |
| (Missing) | 937 | 1.9% |
| Value | Count | Frequency (%) |
| 4 | 23 | < 0.1% |
| 5 | 24 | < 0.1% |
| 6 | 46 | 0.1% |
| 7 | 66 | 0.1% |
| 8 | 97 | 0.2% |
| 9 | 131 | |
| 10 | 148 | |
| 11 | 176 | |
| 12 | 236 | |
| 13 | 268 |
| Value | Count | Frequency (%) |
| 100 | 1381 | |
| 99 | 18 | < 0.1% |
| 98 | 4 | < 0.1% |
| 97 | 298 | 0.6% |
| 96 | 413 | 0.8% |
| 95 | 2 | < 0.1% |
| 94 | 525 | 1.1% |
| 93 | 1147 | |
| 92 | 109 | 0.2% |
| 91 | 19 | < 0.1% |
Pressure(in)
Real number (ℝ)
MISSING 
| Distinct | 70 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 679 |
| Missing (%) | 1.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.975349 |
| Minimum | 29.635 |
|---|---|
| Maximum | 30.315 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.2 KiB |
Quantile statistics
| Minimum | 29.635 |
|---|---|
| 5-th percentile | 29.79 |
| Q1 | 29.89 |
| median | 29.97 |
| Q3 | 30.06 |
| 95-th percentile | 30.18 |
| Maximum | 30.315 |
| Range | 0.68 |
| Interquartile range (IQR) | 0.17 |
Descriptive statistics
| Standard deviation | 0.12605859 |
|---|---|
| Coefficient of variation (CV) | 0.0042054084 |
| Kurtosis | 0.46405979 |
| Mean | 29.975349 |
| Median Absolute Deviation (MAD) | 0.08 |
| Skewness | 0.0059101948 |
| Sum | 1478414.2 |
| Variance | 0.015890767 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 29.94 | 1855 | 3.7% |
| 29.96 | 1840 | 3.7% |
| 29.91 | 1759 | 3.5% |
| 29.88 | 1661 | 3.3% |
| 29.99 | 1641 | 3.3% |
| 30.01 | 1606 | 3.2% |
| 29.93 | 1563 | 3.1% |
| 29.92 | 1549 | 3.1% |
| 29.95 | 1510 | 3.0% |
| 29.97 | 1486 | 3.0% |
| Other values (60) | 32851 |
| Value | Count | Frequency (%) |
| 29.635 | 1123 | |
| 29.64 | 22 | < 0.1% |
| 29.65 | 16 | < 0.1% |
| 29.66 | 13 | < 0.1% |
| 29.67 | 22 | < 0.1% |
| 29.68 | 34 | 0.1% |
| 29.69 | 23 | < 0.1% |
| 29.7 | 41 | 0.1% |
| 29.71 | 51 | 0.1% |
| 29.72 | 67 | 0.1% |
| Value | Count | Frequency (%) |
| 30.315 | 539 | |
| 30.31 | 56 | 0.1% |
| 30.3 | 82 | 0.2% |
| 30.29 | 75 | 0.1% |
| 30.28 | 97 | 0.2% |
| 30.27 | 112 | 0.2% |
| 30.26 | 85 | 0.2% |
| 30.25 | 133 | 0.3% |
| 30.24 | 136 | 0.3% |
| 30.23 | 142 | 0.3% |
Visibility(mi)
Categorical
CONSTANT  MISSING 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 936 |
| Missing (%) | 1.9% |
| Memory size | 781.2 KiB |
| 10.0 |
|---|
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Characters and Unicode
| Total characters | 196256 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 10.0 |
|---|---|
| 2nd row | 10.0 |
| 3rd row | 10.0 |
| 4th row | 10.0 |
| 5th row | 10.0 |
Common Values
| Value | Count | Frequency (%) |
| 10.0 | 49064 | |
| (Missing) | 936 | 1.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 10.0 | 49064 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 98128 | |
| 1 | 49064 | |
| . | 49064 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 147192 | |
| Other Punctuation | 49064 | 25.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 98128 | |
| 1 | 49064 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 49064 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 196256 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 98128 | |
| 1 | 49064 | |
| . | 49064 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 196256 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 98128 | |
| 1 | 49064 | |
| . | 49064 |
Wind_Direction
Categorical
MISSING 
| Distinct | 24 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 553 |
| Missing (%) | 1.1% |
| Memory size | 781.2 KiB |
| Calm | |
|---|---|
| West | |
| WNW | |
| Variable | |
| SSW | |
| Other values (19) |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 3.7384068 |
| Min length | 1 |
Characters and Unicode
| Total characters | 184853 |
|---|---|
| Distinct characters | 22 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Calm |
|---|---|
| 2nd row | West |
| 3rd row | SSW |
| 4th row | West |
| 5th row | North |
Common Values
| Value | Count | Frequency (%) |
| Calm | 10886 | |
| West | 5961 | |
| WNW | 3642 | 7.3% |
| Variable | 3270 | 6.5% |
| SSW | 3203 | 6.4% |
| South | 3131 | 6.3% |
| WSW | 3104 | 6.2% |
| SW | 2961 | 5.9% |
| NW | 2403 | 4.8% |
| North | 1738 | 3.5% |
| Other values (14) | 9148 |
Length
| Value | Count | Frequency (%) |
| calm | 11069 | |
| west | 5961 | |
| wnw | 3642 | 7.4% |
| variable | 3270 | 6.6% |
| ssw | 3203 | 6.5% |
| south | 3131 | 6.3% |
| wsw | 3104 | 6.3% |
| sw | 2961 | 6.0% |
| nw | 2403 | 4.9% |
| north | 1738 | 3.5% |
| Other values (13) | 8965 |
Most occurring characters
| Value | Count | Frequency (%) |
| W | 29595 | |
| S | 21363 | |
| a | 18655 | |
| l | 14156 | 7.7% |
| N | 13231 | 7.2% |
| t | 12059 | 6.5% |
| C | 11069 | 6.0% |
| m | 10886 | 5.9% |
| e | 9231 | 5.0% |
| E | 8993 | 4.9% |
| Other values (12) | 35615 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 96594 | |
| Uppercase Letter | 88259 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 18655 | |
| l | 14156 | |
| t | 12059 | |
| m | 10886 | |
| e | 9231 | |
| s | 7190 | 7.4% |
| r | 5008 | 5.2% |
| h | 4869 | 5.0% |
| o | 4869 | 5.0% |
| i | 3270 | 3.4% |
| Other values (2) | 6401 | 6.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| W | 29595 | |
| S | 21363 | |
| N | 13231 | |
| C | 11069 | 12.5% |
| E | 8993 | 10.2% |
| V | 3333 | 3.8% |
| A | 246 | 0.3% |
| L | 183 | 0.2% |
| M | 183 | 0.2% |
| R | 63 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 184853 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| W | 29595 | |
| S | 21363 | |
| a | 18655 | |
| l | 14156 | 7.7% |
| N | 13231 | 7.2% |
| t | 12059 | 6.5% |
| C | 11069 | 6.0% |
| m | 10886 | 5.9% |
| e | 9231 | 5.0% |
| E | 8993 | 4.9% |
| Other values (12) | 35615 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 184853 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| W | 29595 | |
| S | 21363 | |
| a | 18655 | |
| l | 14156 | 7.7% |
| N | 13231 | 7.2% |
| t | 12059 | 6.5% |
| C | 11069 | 6.0% |
| m | 10886 | 5.9% |
| e | 9231 | 5.0% |
| E | 8993 | 4.9% |
| Other values (12) | 35615 |
Wind_Speed(mph)
Real number (ℝ)
MISSING 
| Distinct | 33 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 11878 |
| Missing (%) | 23.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.9640864 |
| Minimum | 0 |
|---|---|
| Maximum | 19.1 |
| Zeros | 183 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3.5 |
| Q1 | 4.6 |
| median | 6.9 |
| Q3 | 10.4 |
| 95-th percentile | 16.1 |
| Maximum | 19.1 |
| Range | 19.1 |
| Interquartile range (IQR) | 5.8 |
Descriptive statistics
| Standard deviation | 3.8966001 |
|---|---|
| Coefficient of variation (CV) | 0.48927145 |
| Kurtosis | 0.34673755 |
| Mean | 7.9640864 |
| Median Absolute Deviation (MAD) | 2.3 |
| Skewness | 0.89600742 |
| Sum | 303606.9 |
| Variance | 15.183492 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3.5 | 5331 | |
| 4.6 | 5193 | |
| 5.8 | 4911 | |
| 6.9 | 4268 | 8.5% |
| 8.1 | 3866 | 7.7% |
| 9.2 | 3317 | 6.6% |
| 11.5 | 2454 | 4.9% |
| 10.4 | 2444 | 4.9% |
| 12.7 | 1471 | 2.9% |
| 13.8 | 1092 | 2.2% |
| Other values (23) | 3775 | 7.5% |
| (Missing) | 11878 |
| Value | Count | Frequency (%) |
| 0 | 183 | 0.4% |
| 1 | 9 | < 0.1% |
| 1.2 | 22 | < 0.1% |
| 2 | 6 | < 0.1% |
| 2.3 | 46 | 0.1% |
| 3 | 113 | 0.2% |
| 3.5 | 5331 | |
| 4.6 | 5193 | |
| 5 | 93 | 0.2% |
| 5.8 | 4911 |
| Value | Count | Frequency (%) |
| 19.1 | 759 | |
| 18.4 | 277 | 0.6% |
| 18 | 3 | < 0.1% |
| 17.3 | 441 | |
| 17 | 7 | < 0.1% |
| 16.1 | 575 | |
| 16 | 11 | < 0.1% |
| 15 | 856 | |
| 14 | 14 | < 0.1% |
| 13.8 | 1092 |
Weather_Condition
Categorical
IMBALANCE  MISSING 
| Distinct | 39 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 831 |
| Missing (%) | 1.7% |
| Memory size | 781.2 KiB |
| Clear | |
|---|---|
| Overcast | |
| Mostly Cloudy | |
| Partly Cloudy | |
| Scattered Clouds | |
| Other values (34) |
Length
| Max length | 28 |
|---|---|
| Median length | 5 |
| Mean length | 7.5004373 |
| Min length | 3 |
Characters and Unicode
| Total characters | 368789 |
|---|---|
| Distinct characters | 39 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 7 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | Clear |
|---|---|
| 2nd row | Clear |
| 3rd row | Clear |
| 4th row | Scattered Clouds |
| 5th row | Haze |
Common Values
| Value | Count | Frequency (%) |
| Clear | 28525 | |
| Overcast | 5123 | 10.2% |
| Mostly Cloudy | 4439 | 8.9% |
| Partly Cloudy | 4099 | 8.2% |
| Scattered Clouds | 2855 | 5.7% |
| Light Rain | 1626 | 3.3% |
| Haze | 1073 | 2.1% |
| Fair | 525 | 1.1% |
| Rain | 407 | 0.8% |
| Heavy Rain | 110 | 0.2% |
| Other values (29) | 387 | 0.8% |
| (Missing) | 831 | 1.7% |
Length
| Value | Count | Frequency (%) |
| clear | 28525 | |
| cloudy | 8610 | 13.8% |
| overcast | 5123 | 8.2% |
| mostly | 4440 | 7.1% |
| partly | 4101 | 6.6% |
| scattered | 2855 | 4.6% |
| clouds | 2855 | 4.6% |
| rain | 2164 | 3.5% |
| light | 1742 | 2.8% |
| haze | 1073 | 1.7% |
| Other values (26) | 1018 | 1.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 48595 | |
| a | 44512 | |
| r | 41225 | |
| e | 40688 | |
| C | 39990 | |
| t | 21161 | 5.7% |
| y | 17274 | 4.7% |
| o | 16148 | 4.4% |
| d | 14359 | 3.9% |
| 13337 | 3.6% | |
| Other values (29) | 71500 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 292962 | |
| Uppercase Letter | 62479 | 16.9% |
| Space Separator | 13337 | 3.6% |
| Other Punctuation | 11 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 48595 | |
| a | 44512 | |
| r | 41225 | |
| e | 40688 | |
| t | 21161 | |
| y | 17274 | 5.9% |
| o | 16148 | 5.5% |
| d | 14359 | 4.9% |
| s | 12485 | 4.3% |
| u | 11481 | 3.9% |
| Other values (12) | 25034 |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 39990 | |
| O | 5123 | 8.2% |
| M | 4462 | 7.1% |
| P | 4108 | 6.6% |
| S | 2981 | 4.8% |
| R | 2164 | 3.5% |
| L | 1742 | 2.8% |
| H | 1186 | 1.9% |
| F | 638 | 1.0% |
| D | 54 | 0.1% |
| Other values (5) | 31 | < 0.1% |
Space Separator
| Value | Count | Frequency (%) |
| 13337 |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 11 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 355441 | |
| Common | 13348 | 3.6% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| l | 48595 | |
| a | 44512 | |
| r | 41225 | |
| e | 40688 | |
| C | 39990 | |
| t | 21161 | 6.0% |
| y | 17274 | 4.9% |
| o | 16148 | 4.5% |
| d | 14359 | 4.0% |
| s | 12485 | 3.5% |
| Other values (27) | 59004 |
Common
| Value | Count | Frequency (%) |
| 13337 | ||
| / | 11 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 368789 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| l | 48595 | |
| a | 44512 | |
| r | 41225 | |
| e | 40688 | |
| C | 39990 | |
| t | 21161 | 5.7% |
| y | 17274 | 4.7% |
| o | 16148 | 4.4% |
| d | 14359 | 3.9% |
| 13337 | 3.6% | |
| Other values (29) | 71500 |
Amenity
Boolean
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 439.5 KiB |
| False | |
|---|---|
| True | 385 |
| Value | Count | Frequency (%) |
| False | 49615 | |
| True | 385 | 0.8% |
Bump
Boolean
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 439.5 KiB |
| False | |
|---|---|
| True | 25 |
| Value | Count | Frequency (%) |
| False | 49975 | |
| True | 25 | 0.1% |
Crossing
Boolean
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 439.5 KiB |
| False | |
|---|---|
| True | 3274 |
| Value | Count | Frequency (%) |
| False | 46726 | |
| True | 3274 | 6.5% |
Give_Way
Boolean
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 439.5 KiB |
| False | |
|---|---|
| True | 86 |
| Value | Count | Frequency (%) |
| False | 49914 | |
| True | 86 | 0.2% |
Junction
Boolean
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 439.5 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 44801 | |
| True | 5199 | 10.4% |
No_Exit
Boolean
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 439.5 KiB |
| False | |
|---|---|
| True | 23 |
| Value | Count | Frequency (%) |
| False | 49977 | |
| True | 23 | < 0.1% |
Railway
Boolean
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 439.5 KiB |
| False | |
|---|---|
| True | 608 |
| Value | Count | Frequency (%) |
| False | 49392 | |
| True | 608 | 1.2% |
Roundabout
Boolean
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 439.5 KiB |
| False | |
|---|---|
| True | 3 |
| Value | Count | Frequency (%) |
| False | 49997 | |
| True | 3 | < 0.1% |
Station
Boolean
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 439.5 KiB |
| False | |
|---|---|
| True | 1579 |
| Value | Count | Frequency (%) |
| False | 48421 | |
| True | 1579 | 3.2% |
Stop
Boolean
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 439.5 KiB |
| False | |
|---|---|
| True | 1687 |
| Value | Count | Frequency (%) |
| False | 48313 | |
| True | 1687 | 3.4% |
Traffic_Calming
Boolean
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 439.5 KiB |
| False | |
|---|---|
| True | 35 |
| Value | Count | Frequency (%) |
| False | 49965 | |
| True | 35 | 0.1% |
Traffic_Signal
Boolean
IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 439.5 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 44589 | |
| True | 5411 | 10.8% |
Turning_Loop
Boolean
CONSTANT 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 439.5 KiB |
| False |
|---|
| Value | Count | Frequency (%) |
| False | 50000 |
Start_Year
Categorical
CONSTANT 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| 2016.0 |
|---|
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Characters and Unicode
| Total characters | 300000 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2016.0 |
|---|---|
| 2nd row | 2016.0 |
| 3rd row | 2016.0 |
| 4th row | 2016.0 |
| 5th row | 2016.0 |
Common Values
| Value | Count | Frequency (%) |
| 2016.0 | 50000 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2016.0 | 50000 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 100000 | |
| 2 | 50000 | |
| 1 | 50000 | |
| 6 | 50000 | |
| . | 50000 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 250000 | |
| Other Punctuation | 50000 | 16.7% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 100000 | |
| 2 | 50000 | |
| 1 | 50000 | |
| 6 | 50000 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 50000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 300000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 100000 | |
| 2 | 50000 | |
| 1 | 50000 | |
| 6 | 50000 | |
| . | 50000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 300000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 100000 | |
| 2 | 50000 | |
| 1 | 50000 | |
| 6 | 50000 | |
| . | 50000 |
Start_Month
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.77376 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6 |
| median | 8 |
| Q3 | 10 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 3.273993 |
|---|---|
| Coefficient of variation (CV) | 0.42115951 |
| Kurtosis | -0.49312049 |
| Mean | 7.77376 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.67680263 |
| Sum | 388688 |
| Variance | 10.71903 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11 | 6780 | |
| 8 | 6564 | |
| 9 | 5974 | |
| 10 | 5699 | |
| 12 | 5489 | |
| 7 | 5077 | |
| 1 | 4702 | |
| 6 | 3115 | |
| 4 | 2745 | |
| 5 | 1852 | 3.7% |
| Other values (2) | 2003 | 4.0% |
| Value | Count | Frequency (%) |
| 1 | 4702 | |
| 2 | 208 | 0.4% |
| 3 | 1795 | 3.6% |
| 4 | 2745 | |
| 5 | 1852 | 3.7% |
| 6 | 3115 | |
| 7 | 5077 | |
| 8 | 6564 | |
| 9 | 5974 | |
| 10 | 5699 |
| Value | Count | Frequency (%) |
| 12 | 5489 | |
| 11 | 6780 | |
| 10 | 5699 | |
| 9 | 5974 | |
| 8 | 6564 | |
| 7 | 5077 | |
| 6 | 3115 | |
| 5 | 1852 | 3.7% |
| 4 | 2745 | |
| 3 | 1795 | 3.6% |
Start_Day
Real number (ℝ)
| Distinct | 31 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.9476 |
| Minimum | 1 |
|---|---|
| Maximum | 31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 8 |
| median | 16 |
| Q3 | 23 |
| 95-th percentile | 30 |
| Maximum | 31 |
| Range | 30 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 8.7626611 |
|---|---|
| Coefficient of variation (CV) | 0.54946582 |
| Kurtosis | -1.192802 |
| Mean | 15.9476 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | -0.017034188 |
| Sum | 797380 |
| Variance | 76.78423 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 1919 | 3.8% |
| 22 | 1885 | 3.8% |
| 23 | 1841 | 3.7% |
| 12 | 1781 | 3.6% |
| 11 | 1744 | 3.5% |
| 21 | 1741 | 3.5% |
| 14 | 1718 | 3.4% |
| 24 | 1711 | 3.4% |
| 8 | 1698 | 3.4% |
| 30 | 1691 | 3.4% |
| Other values (21) | 32271 |
| Value | Count | Frequency (%) |
| 1 | 1559 | |
| 2 | 1434 | |
| 3 | 1394 | |
| 4 | 1594 | |
| 5 | 1919 | |
| 6 | 1552 | |
| 7 | 1687 | |
| 8 | 1698 | |
| 9 | 1549 | |
| 10 | 1483 |
| Value | Count | Frequency (%) |
| 31 | 970 | |
| 30 | 1691 | |
| 29 | 1633 | |
| 28 | 1453 | |
| 27 | 1601 | |
| 26 | 1659 | |
| 25 | 1621 | |
| 24 | 1711 | |
| 23 | 1841 | |
| 22 | 1885 |
Start_Hour
Real number (ℝ)
ZEROS 
| Distinct | 24 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.52498 |
| Minimum | 0 |
|---|---|
| Maximum | 23 |
| Zeros | 1122 |
| Zeros (%) | 2.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 10 |
| median | 14 |
| Q3 | 18 |
| 95-th percentile | 22 |
| Maximum | 23 |
| Range | 23 |
| Interquartile range (IQR) | 8 |
Descriptive statistics
| Standard deviation | 5.7827264 |
|---|---|
| Coefficient of variation (CV) | 0.42755896 |
| Kurtosis | -0.48949017 |
| Mean | 13.52498 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | -0.45477714 |
| Sum | 676249 |
| Variance | 33.439925 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11 | 3920 | 7.8% |
| 20 | 3714 | 7.4% |
| 10 | 3608 | 7.2% |
| 19 | 3416 | 6.8% |
| 18 | 3114 | 6.2% |
| 12 | 3073 | 6.1% |
| 16 | 2731 | 5.5% |
| 14 | 2610 | 5.2% |
| 9 | 2602 | 5.2% |
| 13 | 2597 | 5.2% |
| Other values (14) | 18615 |
| Value | Count | Frequency (%) |
| 0 | 1122 | |
| 1 | 989 | 2.0% |
| 2 | 938 | 1.9% |
| 3 | 736 | 1.5% |
| 4 | 637 | 1.3% |
| 5 | 748 | 1.5% |
| 6 | 708 | 1.4% |
| 7 | 1072 | |
| 8 | 1558 | |
| 9 | 2602 |
| Value | Count | Frequency (%) |
| 23 | 924 | 1.8% |
| 22 | 1898 | |
| 21 | 2450 | |
| 20 | 3714 | |
| 19 | 3416 | |
| 18 | 3114 | |
| 17 | 2481 | |
| 16 | 2731 | |
| 15 | 2354 | |
| 14 | 2610 |
Start_Weekday
Real number (ℝ)
ZEROS 
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.55688 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 7956 |
| Zeros (%) | 15.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 781.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 4 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 1.8016852 |
|---|---|
| Coefficient of variation (CV) | 0.70464207 |
| Kurtosis | -0.92360223 |
| Mean | 2.55688 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.23855456 |
| Sum | 127844 |
| Variance | 3.2460696 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 8900 | |
| 2 | 8739 | |
| 1 | 8482 | |
| 4 | 8155 | |
| 0 | 7956 | |
| 5 | 4044 | |
| 6 | 3724 |
| Value | Count | Frequency (%) |
| 0 | 7956 | |
| 1 | 8482 | |
| 2 | 8739 | |
| 3 | 8900 | |
| 4 | 8155 | |
| 5 | 4044 | |
| 6 | 3724 |
| Value | Count | Frequency (%) |
| 6 | 3724 | |
| 5 | 4044 | |
| 4 | 8155 | |
| 3 | 8900 | |
| 2 | 8739 | |
| 1 | 8482 | |
| 0 | 7956 |
Is_Weekend
Categorical
CONSTANT 
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 781.2 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 150000 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 50000 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 50000 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 100000 | |
| . | 50000 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 100000 | |
| Other Punctuation | 50000 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 100000 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 50000 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 150000 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 100000 | |
| . | 50000 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 150000 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 100000 | |
| . | 50000 |
| Amenity | Bump | Crossing | Distance(mi) | Give_Way | Humidity(%) | Junction | No_Exit | Pressure(in) | Railway | Roundabout | Severity | Source | Start_Day | Start_Hour | Start_Lat | Start_Lng | Start_Month | Start_Weekday | Station | Stop | Temperature(F) | Traffic_Calming | Traffic_Signal | Weather_Condition | Wind_Direction | Wind_Speed(mph) | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Amenity | 1.000 | 0.000 | 0.089 | 0.000 | 0.032 | 0.013 | 0.029 | 0.000 | 0.008 | 0.016 | 0.000 | 0.064 | 0.000 | 0.000 | 0.014 | 0.031 | 0.038 | 0.000 | 0.005 | 0.122 | 0.049 | 0.012 | 0.010 | 0.087 | 0.033 | 0.008 | 0.000 |
| Bump | 0.000 | 1.000 | 0.013 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.015 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.003 | 0.025 | 0.026 | 0.020 | 0.010 | 0.008 | 0.007 | 0.000 | 0.828 | 0.000 | 0.000 | 0.000 | 0.020 |
| Crossing | 0.089 | 0.013 | 1.000 | 0.001 | 0.076 | 0.018 | 0.084 | 0.006 | 0.020 | 0.134 | 0.000 | 0.156 | 0.000 | 0.011 | 0.031 | 0.100 | 0.111 | 0.041 | 0.014 | 0.153 | 0.139 | 0.019 | 0.034 | 0.428 | 0.000 | 0.026 | 0.011 |
| Distance(mi) | 0.000 | 0.000 | 0.001 | 1.000 | 0.000 | 0.163 | 0.035 | 0.000 | 0.219 | 0.000 | 0.000 | 0.033 | 0.016 | 0.085 | 0.037 | 0.062 | 0.064 | 0.468 | 0.022 | 0.010 | 0.038 | 0.303 | 0.000 | 0.000 | 0.174 | 0.138 | 0.078 |
| Give_Way | 0.032 | 0.000 | 0.076 | 0.000 | 1.000 | 0.015 | 0.013 | 0.000 | 0.012 | 0.000 | 0.000 | 0.037 | 0.000 | 0.007 | 0.000 | 0.057 | 0.037 | 0.012 | 0.007 | 0.000 | 0.079 | 0.014 | 0.007 | 0.044 | 0.000 | 0.015 | 0.000 |
| Humidity(%) | 0.013 | 0.005 | 0.018 | 0.163 | 0.015 | 1.000 | 0.036 | 0.005 | 0.124 | 0.017 | 0.000 | 0.030 | 0.006 | -0.060 | -0.096 | -0.000 | -0.116 | -0.014 | 0.023 | 0.030 | 0.012 | -0.699 | 0.005 | 0.013 | 0.208 | 0.100 | -0.148 |
| Junction | 0.029 | 0.000 | 0.084 | 0.035 | 0.013 | 0.036 | 1.000 | 0.004 | 0.030 | 0.005 | 0.009 | 0.099 | 0.000 | 0.000 | 0.017 | 0.122 | 0.137 | 0.046 | 0.009 | 0.041 | 0.053 | 0.036 | 0.003 | 0.101 | 0.038 | 0.042 | 0.034 |
| No_Exit | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | 0.005 | 0.004 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.008 | 0.014 | 0.005 | 0.009 | 0.000 | 0.000 | 0.019 | 0.000 | 0.000 | 0.000 | 0.007 | 0.027 | 0.000 |
| Pressure(in) | 0.008 | 0.015 | 0.020 | 0.219 | 0.012 | 0.124 | 0.030 | 0.000 | 1.000 | 0.010 | 0.010 | 0.022 | 0.019 | -0.104 | -0.097 | 0.063 | -0.099 | 0.205 | -0.071 | 0.033 | 0.022 | -0.398 | 0.015 | 0.004 | 0.238 | 0.216 | -0.179 |
| Railway | 0.016 | 0.000 | 0.134 | 0.000 | 0.000 | 0.017 | 0.005 | 0.000 | 0.010 | 1.000 | 0.000 | 0.016 | 0.000 | 0.000 | 0.000 | 0.037 | 0.072 | 0.000 | 0.000 | 0.293 | 0.004 | 0.024 | 0.006 | 0.010 | 0.029 | 0.024 | 0.006 |
| Roundabout | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.009 | 0.000 | 0.010 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Severity | 0.064 | 0.000 | 0.156 | 0.033 | 0.037 | 0.030 | 0.099 | 0.000 | 0.022 | 0.016 | 0.000 | 1.000 | 0.000 | 0.009 | 0.022 | 0.118 | 0.143 | 0.030 | 0.014 | 0.055 | 0.121 | 0.035 | 0.004 | 0.200 | 0.050 | 0.036 | 0.016 |
| Source | 0.000 | 0.000 | 0.000 | 0.016 | 0.000 | 0.006 | 0.000 | 0.000 | 0.019 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.022 | 0.070 | 0.062 | 0.013 | 0.004 | 0.000 | 0.000 | 0.030 | 0.000 | 0.000 | 0.000 | 0.009 | 0.000 |
| Start_Day | 0.000 | 0.007 | 0.011 | 0.085 | 0.007 | -0.060 | 0.000 | 0.007 | -0.104 | 0.000 | 0.000 | 0.009 | 0.000 | 1.000 | 0.006 | -0.016 | 0.015 | -0.074 | -0.012 | 0.000 | 0.000 | 0.009 | 0.007 | 0.016 | 0.078 | 0.036 | 0.029 |
| Start_Hour | 0.014 | 0.003 | 0.031 | 0.037 | 0.000 | -0.096 | 0.017 | 0.008 | -0.097 | 0.000 | 0.000 | 0.022 | 0.022 | 0.006 | 1.000 | -0.012 | 0.034 | 0.002 | -0.044 | 0.025 | 0.000 | 0.095 | 0.004 | 0.028 | 0.091 | 0.133 | 0.102 |
| Start_Lat | 0.031 | 0.025 | 0.100 | 0.062 | 0.057 | -0.000 | 0.122 | 0.014 | 0.063 | 0.037 | 0.000 | 0.118 | 0.070 | -0.016 | -0.012 | 1.000 | -0.782 | -0.125 | 0.021 | 0.096 | 0.098 | -0.194 | 0.033 | 0.069 | 0.247 | 0.203 | 0.117 |
| Start_Lng | 0.038 | 0.026 | 0.111 | 0.064 | 0.037 | -0.116 | 0.137 | 0.005 | -0.099 | 0.072 | 0.000 | 0.143 | 0.062 | 0.015 | 0.034 | -0.782 | 1.000 | 0.077 | -0.038 | 0.117 | 0.079 | 0.220 | 0.030 | 0.099 | 0.192 | 0.140 | -0.124 |
| Start_Month | 0.000 | 0.020 | 0.041 | 0.468 | 0.012 | -0.014 | 0.046 | 0.009 | 0.205 | 0.000 | 0.000 | 0.030 | 0.013 | -0.074 | 0.002 | -0.125 | 0.077 | 1.000 | 0.021 | 0.021 | 0.016 | -0.058 | 0.017 | 0.008 | 0.138 | 0.121 | -0.163 |
| Start_Weekday | 0.005 | 0.010 | 0.014 | 0.022 | 0.007 | 0.023 | 0.009 | 0.000 | -0.071 | 0.000 | 0.004 | 0.014 | 0.004 | -0.012 | -0.044 | 0.021 | -0.038 | 0.021 | 1.000 | 0.000 | 0.004 | -0.029 | 0.000 | 0.010 | 0.059 | 0.032 | 0.043 |
| Station | 0.122 | 0.008 | 0.153 | 0.010 | 0.000 | 0.030 | 0.041 | 0.000 | 0.033 | 0.293 | 0.000 | 0.055 | 0.000 | 0.000 | 0.025 | 0.096 | 0.117 | 0.021 | 0.000 | 1.000 | 0.068 | 0.043 | 0.004 | 0.179 | 0.013 | 0.058 | 0.016 |
| Stop | 0.049 | 0.007 | 0.139 | 0.038 | 0.079 | 0.012 | 0.053 | 0.019 | 0.022 | 0.004 | 0.004 | 0.121 | 0.000 | 0.000 | 0.000 | 0.098 | 0.079 | 0.016 | 0.004 | 0.068 | 1.000 | 0.027 | 0.013 | 0.051 | 0.000 | 0.022 | 0.017 |
| Temperature(F) | 0.012 | 0.000 | 0.019 | 0.303 | 0.014 | -0.699 | 0.036 | 0.000 | -0.398 | 0.024 | 0.000 | 0.035 | 0.030 | 0.009 | 0.095 | -0.194 | 0.220 | -0.058 | -0.029 | 0.043 | 0.027 | 1.000 | 0.000 | 0.014 | 0.198 | 0.112 | 0.133 |
| Traffic_Calming | 0.010 | 0.828 | 0.034 | 0.000 | 0.007 | 0.005 | 0.003 | 0.000 | 0.015 | 0.006 | 0.000 | 0.004 | 0.000 | 0.007 | 0.004 | 0.033 | 0.030 | 0.017 | 0.000 | 0.004 | 0.013 | 0.000 | 1.000 | 0.011 | 0.000 | 0.014 | 0.026 |
| Traffic_Signal | 0.087 | 0.000 | 0.428 | 0.000 | 0.044 | 0.013 | 0.101 | 0.000 | 0.004 | 0.010 | 0.000 | 0.200 | 0.000 | 0.016 | 0.028 | 0.069 | 0.099 | 0.008 | 0.010 | 0.179 | 0.051 | 0.014 | 0.011 | 1.000 | 0.025 | 0.012 | 0.012 |
| Weather_Condition | 0.033 | 0.000 | 0.000 | 0.174 | 0.000 | 0.208 | 0.038 | 0.007 | 0.238 | 0.029 | 0.000 | 0.050 | 0.000 | 0.078 | 0.091 | 0.247 | 0.192 | 0.138 | 0.059 | 0.013 | 0.000 | 0.198 | 0.000 | 0.025 | 1.000 | 0.165 | 0.154 |
| Wind_Direction | 0.008 | 0.000 | 0.026 | 0.138 | 0.015 | 0.100 | 0.042 | 0.027 | 0.216 | 0.024 | 0.000 | 0.036 | 0.009 | 0.036 | 0.133 | 0.203 | 0.140 | 0.121 | 0.032 | 0.058 | 0.022 | 0.112 | 0.014 | 0.012 | 0.165 | 1.000 | 0.338 |
| Wind_Speed(mph) | 0.000 | 0.020 | 0.011 | 0.078 | 0.000 | -0.148 | 0.034 | 0.000 | -0.179 | 0.006 | 0.000 | 0.016 | 0.000 | 0.029 | 0.102 | 0.117 | -0.124 | -0.163 | 0.043 | 0.016 | 0.017 | 0.133 | 0.026 | 0.012 | 0.154 | 0.338 | 1.000 |
| Source | Severity | Start_Lat | Start_Lng | Distance(mi) | Street | Temperature(F) | Humidity(%) | Pressure(in) | Visibility(mi) | Wind_Direction | Wind_Speed(mph) | Weather_Condition | Amenity | Bump | Crossing | Give_Way | Junction | No_Exit | Railway | Roundabout | Station | Stop | Traffic_Calming | Traffic_Signal | Turning_Loop | Start_Year | Start_Month | Start_Day | Start_Hour | Start_Weekday | Is_Weekend | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 53187 | Source2 | 3 | 34.152000 | -118.132477 | 0.01 | N Lake Ave | NaN | NaN | NaN | NaN | NaN | NaN | NaN | False | False | False | False | False | False | False | False | False | False | False | False | False | 2016.0 | 12.0 | 7.0 | 17.0 | 2.0 | 0.0 |
| 39792 | Source2 | 2 | 38.654404 | -121.308319 | 0.00 | Dewey Dr | 71.6 | 46.0 | 29.980 | 10.0 | Calm | NaN | Clear | False | False | True | False | False | False | False | False | False | False | False | True | False | 2016.0 | 5.0 | 3.0 | 10.0 | 1.0 | 0.0 |
| 88886 | Source2 | 3 | 34.081623 | -117.719330 | 0.00 | I-10 E | 73.4 | 61.0 | 29.900 | 10.0 | West | 10.4 | Clear | False | False | False | False | False | False | False | False | False | False | False | False | False | 2016.0 | 8.0 | 4.0 | 21.0 | 3.0 | 0.0 |
| 38433 | Source2 | 3 | 37.595280 | -121.872574 | 0.00 | I-680 S | 86.0 | 28.0 | 29.940 | 10.0 | SSW | 4.6 | Clear | False | False | False | False | True | False | False | False | False | False | False | False | False | 2016.0 | 5.0 | 18.0 | 11.0 | 2.0 | 0.0 |
| 11816 | Source2 | 2 | 37.746010 | -121.584167 | 0.01 | Altamont Pass Rd | 42.1 | 82.0 | 30.315 | 10.0 | West | 3.5 | Scattered Clouds | False | False | False | False | False | False | False | False | False | True | False | False | False | 2016.0 | 1.0 | 26.0 | 8.0 | 3.0 | 0.0 |
| 11468 | Source2 | 3 | 37.688770 | -122.135353 | 0.01 | Nimitz Fwy S | 60.1 | 83.0 | 30.190 | 10.0 | North | NaN | Haze | False | False | False | False | True | False | False | False | False | False | False | False | False | 2016.0 | 11.0 | 14.0 | 11.0 | 0.0 | 0.0 |
| 97847 | Source2 | 2 | 34.402683 | -118.454987 | 0.00 | Via Princessa | 77.0 | 46.0 | 29.635 | 10.0 | VAR | 3.0 | Fair | False | False | False | False | False | False | False | False | False | False | False | False | False | 2016.0 | 8.0 | 24.0 | 10.0 | 2.0 | 0.0 |
| 88926 | Source2 | 2 | 33.960163 | -118.256393 | 0.00 | Manchester Ave | 69.1 | 81.0 | 30.000 | 10.0 | WSW | 8.1 | Clear | False | False | True | False | False | False | False | False | False | False | False | True | False | 2016.0 | 8.0 | 2.0 | 21.0 | 1.0 | 0.0 |
| 96220 | Source2 | 3 | 33.809055 | -118.287476 | 0.00 | Sepulveda Blvd | 64.4 | 56.0 | 30.020 | 10.0 | South | 6.9 | Scattered Clouds | False | False | False | False | False | False | False | False | False | False | False | False | False | 2016.0 | 3.0 | 30.0 | 11.0 | 2.0 | 0.0 |
| 16862 | Source2 | 2 | 38.487099 | -121.371948 | 0.01 | Elk Grove Florin Rd | 64.4 | 56.0 | 30.090 | 10.0 | Calm | NaN | Mostly Cloudy | False | False | False | False | False | False | False | False | False | False | False | False | False | 2016.0 | 11.0 | 1.0 | 14.0 | 1.0 | 0.0 |
| Source | Severity | Start_Lat | Start_Lng | Distance(mi) | Street | Temperature(F) | Humidity(%) | Pressure(in) | Visibility(mi) | Wind_Direction | Wind_Speed(mph) | Weather_Condition | Amenity | Bump | Crossing | Give_Way | Junction | No_Exit | Railway | Roundabout | Station | Stop | Traffic_Calming | Traffic_Signal | Turning_Loop | Start_Year | Start_Month | Start_Day | Start_Hour | Start_Weekday | Is_Weekend | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 64909 | Source2 | 2 | 34.136494 | -117.427979 | 0.01 | Foothill Fwy W | 46.4 | 76.0 | 29.85 | 10.0 | East | 5.8 | Overcast | False | False | False | False | False | False | False | False | False | False | False | False | False | 2016.0 | 1.0 | 23.0 | 15.0 | 0.0 | 0.0 |
| 6902 | Source2 | 2 | 38.578369 | -121.308044 | 0.00 | US-50 E | 71.6 | 53.0 | 29.98 | 10.0 | South | 5.8 | Partly Cloudy | False | False | False | False | False | False | False | False | False | False | False | False | False | 2016.0 | 7.0 | 8.0 | 11.0 | 4.0 | 0.0 |
| 25882 | Source2 | 2 | 37.274483 | -122.002647 | 0.00 | Norman Y Mineta Hwy | 64.9 | 50.0 | 30.14 | 10.0 | NW | 10.4 | Partly Cloudy | False | False | False | False | True | False | False | False | False | False | False | False | False | 2016.0 | 9.0 | 30.0 | 11.0 | 4.0 | 0.0 |
| 75895 | Source2 | 3 | 34.135372 | -117.986290 | 0.01 | Foothill Fwy E | 57.2 | 33.0 | 30.19 | 10.0 | NNE | 6.9 | Clear | False | False | False | False | False | False | False | False | False | False | False | False | False | 2016.0 | 11.0 | 24.0 | 0.0 | 3.0 | 0.0 |
| 3660 | Source2 | 2 | 37.257042 | -121.931328 | 0.01 | Union Ave | 60.1 | 60.0 | 30.13 | 10.0 | NW | 8.1 | Mostly Cloudy | False | False | True | False | False | False | False | False | False | False | False | False | False | 2016.0 | 12.0 | 13.0 | 11.0 | 1.0 | 0.0 |
| 61141 | Source2 | 3 | 34.321411 | -118.496750 | 0.01 | I-5 N | 50.0 | 87.0 | 29.97 | NaN | ESE | 17.3 | Heavy Rain | False | False | False | False | False | False | False | False | False | False | False | False | False | 2016.0 | 1.0 | 22.0 | 1.0 | 6.0 | 0.0 |
| 28494 | Source2 | 3 | 37.709053 | -122.164391 | 0.00 | I-880 N | 64.0 | 75.0 | 30.11 | 10.0 | WNW | 11.5 | Scattered Clouds | False | False | False | False | False | False | False | False | False | False | False | False | False | 2016.0 | 8.0 | 24.0 | 11.0 | 2.0 | 0.0 |
| 94639 | Source2 | 3 | 34.303253 | -118.479774 | 0.00 | Roxford St | 80.6 | 45.0 | 29.86 | 10.0 | Calm | NaN | Clear | False | False | False | False | False | False | False | False | False | False | False | False | False | 2016.0 | 8.0 | 31.0 | 22.0 | 2.0 | 0.0 |
| 23197 | Source2 | 3 | 37.595844 | -122.059029 | 0.00 | Nimitz Fwy S | 64.9 | 48.0 | 30.14 | 10.0 | West | 17.3 | Clear | False | False | False | False | False | False | False | False | False | False | False | False | False | 2016.0 | 9.0 | 30.0 | 15.0 | 4.0 | 0.0 |
| 20637 | Source2 | 2 | 38.496521 | -121.446327 | 0.00 | CA-99 N | 71.1 | 51.0 | 30.04 | 10.0 | Variable | 3.5 | Clear | False | False | False | False | True | False | False | False | False | False | False | False | False | 2016.0 | 9.0 | 15.0 | 10.0 | 3.0 | 0.0 |
Most frequently occurring
| Source | Severity | Start_Lat | Start_Lng | Distance(mi) | Street | Temperature(F) | Humidity(%) | Pressure(in) | Visibility(mi) | Wind_Direction | Wind_Speed(mph) | Weather_Condition | Amenity | Bump | Crossing | Give_Way | Junction | No_Exit | Railway | Roundabout | Station | Stop | Traffic_Calming | Traffic_Signal | Turning_Loop | Start_Year | Start_Month | Start_Day | Start_Hour | Start_Weekday | Is_Weekend | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 86 | Source2 | 3 | 34.070206 | -117.864616 | 0.01 | I-10 E | 77.0 | 39.0 | 29.97 | 10.0 | West | 11.5 | Clear | False | False | False | False | False | False | False | False | False | False | False | False | False | 2016.0 | 10.0 | 27.0 | 13.0 | 3.0 | 0.0 | 3 |
| 0 | Source2 | 2 | 32.654800 | -117.093071 | 0.01 | CA-54 W | 69.1 | 65.0 | 30.08 | 10.0 | WNW | 8.1 | Overcast | False | False | False | False | False | False | False | False | False | False | False | False | False | 2016.0 | 10.0 | 12.0 | 10.0 | 2.0 | 0.0 | 2 |
| 1 | Source2 | 2 | 32.718796 | -117.117722 | 0.01 | CA-15 N | 55.0 | 93.0 | 29.90 | 10.0 | Calm | NaN | Mostly Cloudy | False | False | False | False | False | False | False | False | False | False | False | False | False | 2016.0 | 11.0 | 28.0 | 21.0 | 0.0 | 0.0 | 2 |
| 2 | Source2 | 2 | 32.751488 | -117.205063 | 0.00 | Rosecrans St | 77.0 | 69.0 | 29.89 | 10.0 | NW | 12.7 | Scattered Clouds | False | False | True | False | False | False | False | False | False | False | False | True | False | 2016.0 | 7.0 | 26.0 | 13.0 | 1.0 | 0.0 | 2 |
| 3 | Source2 | 2 | 32.825104 | -116.959724 | 0.01 | Pepper Dr | 57.2 | 100.0 | 30.09 | 10.0 | North | NaN | Overcast | False | False | False | False | False | False | False | False | False | False | False | False | False | 2016.0 | 1.0 | 11.0 | 10.0 | 2.0 | 0.0 | 2 |
| 4 | Source2 | 2 | 32.953854 | -117.189331 | 0.01 | CA-56 E | 57.0 | 74.0 | 30.13 | 10.0 | NNW | 5.8 | Mostly Cloudy | False | False | False | False | False | False | False | False | False | False | False | False | False | 2016.0 | 1.0 | 3.0 | 19.0 | 1.0 | 0.0 | 2 |
| 5 | Source2 | 2 | 33.127144 | -117.104805 | 0.00 | CA-78 W | 77.0 | 76.0 | 29.92 | 10.0 | West | 8.1 | Clear | False | False | False | False | False | False | False | False | False | False | False | False | False | 2016.0 | 7.0 | 27.0 | 11.0 | 2.0 | 0.0 | 2 |
| 6 | Source2 | 2 | 33.192944 | -117.268890 | 0.00 | CA-78 W | 75.9 | 76.0 | 29.90 | 10.0 | Calm | NaN | Clear | False | False | False | False | False | False | False | False | False | False | False | False | False | 2016.0 | 7.0 | 21.0 | 18.0 | 3.0 | 0.0 | 2 |
| 7 | Source2 | 2 | 33.579433 | -117.213539 | 0.00 | Ristras Ln | 55.4 | 41.0 | 30.22 | 10.0 | Calm | NaN | Clear | False | False | False | False | False | False | False | False | False | False | False | False | False | 2016.0 | 1.0 | 25.0 | 14.0 | 2.0 | 0.0 | 2 |
| 8 | Source2 | 2 | 33.687443 | -117.872017 | 0.00 | I-405 N | 72.0 | 78.0 | 29.78 | 10.0 | SSW | 10.4 | Scattered Clouds | False | False | False | False | False | False | False | False | False | False | False | False | False | 2016.0 | 7.0 | 29.0 | 19.0 | 4.0 | 0.0 | 2 |